Epigenetic Modifications in Double-Strand Break DNA Damage Signaling and Repair
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Factors involved in the cellular response to double-strand break (DSB) DNA damage have been identified as potential therapeutic targets that would greatly sensitize cancer cells to radiotherapy and genotoxic chemotherapy. These targets could disable the repair machinery and/or reinstate normal cell-cycle checkpoint leading to growth arrest, senescence, and apoptosis. It is now clear that a major aspect of the DNA damage response occurs through specific interactions with chromatin structure and its modulation. It implicates highly dynamic posttranslational modifications of histones that are critical for DNA damage recognition and/or signaling, repair of the lesion, and release of cell-cycle arrest. Therefore, drugs that target the enzymes responsible for these modifications, or the protein modules reading them, have very high therapeutic potential. This review presents the current state of knowledge on the different chromatin modifications and their roles in each step of eukaryotic DSB DNA damage response.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it